Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 9694 |
| Missing cells | 27630 |
| Missing cells (%) | 8.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.2 MiB |
| Average record size in memory | 238.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 14 |
| Boolean | 7 |
insulin is highly correlated with diabetesMed | High correlation |
change is highly correlated with diabetesMed | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with diabetesMed | High correlation |
change is highly correlated with diabetesMed | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with diabetesMed | High correlation |
change is highly correlated with diabetesMed | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with diabetesMed | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
change is highly correlated with diabetesMed | High correlation |
admission_source_code is highly correlated with admission_type_code | High correlation |
admission_type_code is highly correlated with admission_source_code | High correlation |
gender is highly correlated with hemoglobin_level | High correlation |
age is highly correlated with medical_specialty | High correlation |
admission_type_code is highly correlated with admission_source_code and 1 other fields | High correlation |
admission_source_code is highly correlated with admission_type_code | High correlation |
medical_specialty is highly correlated with age and 2 other fields | High correlation |
diag_1 is highly correlated with medical_specialty and 2 other fields | High correlation |
diag_2 is highly correlated with diag_1 and 1 other fields | High correlation |
diag_3 is highly correlated with diag_1 and 2 other fields | High correlation |
number_diagnoses is highly correlated with diag_3 | High correlation |
hemoglobin_level is highly correlated with gender | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
age has 293 (3.0%) missing values | Missing |
weight has 9389 (96.9%) missing values | Missing |
num_lab_procedures has 184 (1.9%) missing values | Missing |
num_medications has 308 (3.2%) missing values | Missing |
max_glu_serum has 9186 (94.8%) missing values | Missing |
A1Cresult has 8070 (83.2%) missing values | Missing |
readmitted has 200 (2.1%) missing values | Missing |
number_emergency is highly skewed (γ1 = 32.69060597) | Skewed |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
admission_id has unique values | Unique |
num_procedures has 4385 (45.2%) zeros | Zeros |
number_outpatient has 8093 (83.5%) zeros | Zeros |
number_emergency has 8613 (88.8%) zeros | Zeros |
number_inpatient has 6490 (66.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-03-04 16:47:09.902006 |
|---|---|
| Analysis finished | 2022-03-04 16:47:49.112894 |
| Duration | 39.21 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 9694 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4846.5 |
| Minimum | 0 |
|---|---|
| Maximum | 9693 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 484.65 |
| Q1 | 2423.25 |
| median | 4846.5 |
| Q3 | 7269.75 |
| 95-th percentile | 9208.35 |
| Maximum | 9693 |
| Range | 9693 |
| Interquartile range (IQR) | 4846.5 |
Descriptive statistics
| Standard deviation | 2798.561089 |
|---|---|
| Coefficient of variation (CV) | 0.5774396139 |
| Kurtosis | -1.2 |
| Mean | 4846.5 |
| Median Absolute Deviation (MAD) | 2423.5 |
| Skewness | 0 |
| Sum | 46981971 |
| Variance | 7831944.167 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 4735 | 1 | < 0.1% |
| 2692 | 1 | < 0.1% |
| 645 | 1 | < 0.1% |
| 6790 | 1 | < 0.1% |
| 4743 | 1 | < 0.1% |
| 8841 | 1 | < 0.1% |
| 2700 | 1 | < 0.1% |
| 653 | 1 | < 0.1% |
| 6798 | 1 | < 0.1% |
| Other values (9684) | 9684 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 9693 | 1 | |
| 9692 | 1 | |
| 9691 | 1 | |
| 9690 | 1 | |
| 9689 | 1 | |
| 9688 | 1 | |
| 9687 | 1 | |
| 9686 | 1 | |
| 9685 | 1 | |
| 9684 | 1 |
| Distinct | 9694 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91396.53858 |
| Minimum | 81412 |
|---|---|
| Maximum | 101440 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 81412 |
|---|---|
| 5-th percentile | 82456.95 |
| Q1 | 86442.25 |
| median | 91364 |
| Q3 | 96385.25 |
| 95-th percentile | 100380.35 |
| Maximum | 101440 |
| Range | 20028 |
| Interquartile range (IQR) | 9943 |
Descriptive statistics
| Standard deviation | 5745.128963 |
|---|---|
| Coefficient of variation (CV) | 0.0628593714 |
| Kurtosis | -1.193941082 |
| Mean | 91396.53858 |
| Median Absolute Deviation (MAD) | 4974 |
| Skewness | 0.003909738519 |
| Sum | 885998045 |
| Variance | 33006506.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 92771 | 1 | < 0.1% |
| 101435 | 1 | < 0.1% |
| 89033 | 1 | < 0.1% |
| 86885 | 1 | < 0.1% |
| 98093 | 1 | < 0.1% |
| 89183 | 1 | < 0.1% |
| 81667 | 1 | < 0.1% |
| 89282 | 1 | < 0.1% |
| 88076 | 1 | < 0.1% |
| 83824 | 1 | < 0.1% |
| Other values (9684) | 9684 |
| Value | Count | Frequency (%) |
| 81412 | 1 | |
| 81415 | 1 | |
| 81417 | 1 | |
| 81418 | 1 | |
| 81419 | 1 | |
| 81420 | 1 | |
| 81426 | 1 | |
| 81427 | 1 | |
| 81429 | 1 | |
| 81431 | 1 |
| Value | Count | Frequency (%) |
| 101440 | 1 | |
| 101438 | 1 | |
| 101437 | 1 | |
| 101435 | 1 | |
| 101432 | 1 | |
| 101430 | 1 | |
| 101429 | 1 | |
| 101422 | 1 | |
| 101416 | 1 | |
| 101415 | 1 |
patient_id
Real number (ℝ≥0)
| Distinct | 9219 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108440221.2 |
| Minimum | 10368 |
|---|---|
| Maximum | 378731656 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 10368 |
|---|---|
| 5-th percentile | 2786253.3 |
| Q1 | 46740537 |
| median | 91137042 |
| Q3 | 175249750.5 |
| 95-th percentile | 222658891.2 |
| Maximum | 378731656 |
| Range | 378721288 |
| Interquartile range (IQR) | 128509213.5 |
Descriptive statistics
| Standard deviation | 77557704.94 |
|---|---|
| Coefficient of variation (CV) | 0.7152116076 |
| Kurtosis | -0.3056385962 |
| Mean | 108440221.2 |
| Median Absolute Deviation (MAD) | 66517875 |
| Skewness | 0.4817043225 |
| Sum | 1.051219505 × 1012 |
| Variance | 6.015197596 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 86281740 | 6 | 0.1% |
| 3061368 | 5 | 0.1% |
| 769806 | 5 | 0.1% |
| 85026852 | 4 | < 0.1% |
| 74193660 | 4 | < 0.1% |
| 46796904 | 4 | < 0.1% |
| 177579342 | 4 | < 0.1% |
| 186411312 | 3 | < 0.1% |
| 184554756 | 3 | < 0.1% |
| 99440244 | 3 | < 0.1% |
| Other values (9209) | 9653 |
| Value | Count | Frequency (%) |
| 10368 | 1 | |
| 13320 | 1 | |
| 13374 | 1 | |
| 16344 | 1 | |
| 22950 | 1 | |
| 24822 | 1 | |
| 26010 | 1 | |
| 29520 | 1 | |
| 37458 | 1 | |
| 44244 | 1 |
| Value | Count | Frequency (%) |
| 378731656 | 1 | |
| 378515620 | 1 | |
| 378390772 | 1 | |
| 378338950 | 1 | |
| 377407324 | 1 | |
| 376569694 | 1 | |
| 376238278 | 1 | |
| 375847048 | 1 | |
| 373535938 | 1 | |
| 373514608 | 1 |
race
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| white | |
|---|---|
| black | |
| unknown | 227 |
| hispanic | 197 |
| other | 168 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.107798638 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | white |
|---|---|
| 2nd row | black |
| 3rd row | black |
| 4th row | white |
| 5th row | hispanic |
Common Values
| Value | Count | Frequency (%) |
| white | 7244 | |
| black | 1798 | 18.5% |
| unknown | 227 | 2.3% |
| hispanic | 197 | 2.0% |
| other | 168 | 1.7% |
| asian | 60 | 0.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| white | 7244 | |
| black | 1798 | 18.5% |
| unknown | 227 | 2.3% |
| hispanic | 197 | 2.0% |
| other | 168 | 1.7% |
| asian | 60 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| female | |
|---|---|
| male | |
| unknown | 1 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.081184238 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | female |
| 4th row | male |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| female | 5239 | |
| male | 4454 | |
| unknown | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| female | 5239 | |
| male | 4454 | |
| unknown | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 293 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.86161047 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 10 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 50 |
| median | 60 |
| Q3 | 70 |
| 95-th percentile | 80 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 15.67428086 |
|---|---|
| Coefficient of variation (CV) | 0.2575396993 |
| Kurtosis | 0.241595252 |
| Mean | 60.86161047 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.6052773068 |
| Sum | 572160 |
| Variance | 245.6830803 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 2471 | |
| 60 | 2113 | |
| 50 | 1606 | |
| 80 | 1498 | |
| 40 | 914 | 9.4% |
| 30 | 336 | 3.5% |
| 90 | 245 | 2.5% |
| 20 | 150 | 1.5% |
| 10 | 58 | 0.6% |
| 0 | 10 | 0.1% |
| (Missing) | 293 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 10 | 0.1% |
| 10 | 58 | 0.6% |
| 20 | 150 | 1.5% |
| 30 | 336 | 3.5% |
| 40 | 914 | 9.4% |
| 50 | 1606 | |
| 60 | 2113 | |
| 70 | 2471 | |
| 80 | 1498 | |
| 90 | 245 | 2.5% |
| Value | Count | Frequency (%) |
| 90 | 245 | 2.5% |
| 80 | 1498 | |
| 70 | 2471 | |
| 60 | 2113 | |
| 50 | 1606 | |
| 40 | 914 | 9.4% |
| 30 | 336 | 3.5% |
| 20 | 150 | 1.5% |
| 10 | 58 | 0.6% |
| 0 | 10 | 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 9389 |
| Missing (%) | 96.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.06557377 |
| Minimum | 0 |
|---|---|
| Maximum | 175 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 50 |
| median | 75 |
| Q3 | 100 |
| 95-th percentile | 125 |
| Maximum | 175 |
| Range | 175 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 25.34490298 |
|---|---|
| Coefficient of variation (CV) | 0.3331980779 |
| Kurtosis | 0.9805279891 |
| Mean | 76.06557377 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.3528171881 |
| Sum | 23200 |
| Variance | 642.364107 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 75 | 130 | 1.3% |
| 50 | 75 | 0.8% |
| 100 | 68 | 0.7% |
| 125 | 15 | 0.2% |
| 25 | 10 | 0.1% |
| 150 | 4 | < 0.1% |
| 0 | 2 | < 0.1% |
| 175 | 1 | < 0.1% |
| (Missing) | 9389 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 25 | 10 | 0.1% |
| 50 | 75 | |
| 75 | 130 | |
| 100 | 68 | |
| 125 | 15 | 0.2% |
| 150 | 4 | < 0.1% |
| 175 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 175 | 1 | < 0.1% |
| 150 | 4 | < 0.1% |
| 125 | 15 | 0.2% |
| 100 | 68 | |
| 75 | 130 | |
| 50 | 75 | |
| 25 | 10 | 0.1% |
| 0 | 2 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| Emergency | |
|---|---|
| Elective | |
| Urgent | |
| unknown | |
| Trauma Center | 2 |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 8.038786878 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urgent |
|---|---|
| 2nd row | Urgent |
| 3rd row | Elective |
| 4th row | Elective |
| 5th row | Emergency |
Common Values
| Value | Count | Frequency (%) |
| Emergency | 5003 | |
| Elective | 1811 | 18.7% |
| Urgent | 1759 | 18.1% |
| unknown | 1119 | 11.5% |
| Trauma Center | 2 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| emergency | 5003 | |
| elective | 1811 | 18.7% |
| urgent | 1759 | 18.1% |
| unknown | 1119 | 11.5% |
| trauma | 2 | < 0.1% |
| center | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
discharge_disposition_code
Categorical
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| Discharged to home | |
|---|---|
| Discharged/transferred to SNF | |
| Discharged/transferred to home with home health service | |
| unknown | 545 |
| Discharged/transferred to another short term hospital | 202 |
| Other values (15) | 575 |
Length
| Max length | 105 |
|---|---|
| Median length | 18 |
| Mean length | 26.53775531 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Discharged to home |
|---|---|
| 2nd row | unknown |
| 3rd row | Discharged to home |
| 4th row | Discharged to home |
| 5th row | Discharged/transferred to SNF |
Common Values
| Value | Count | Frequency (%) |
| Discharged to home | 5786 | |
| Discharged/transferred to SNF | 1342 | 13.8% |
| Discharged/transferred to home with home health service | 1244 | 12.8% |
| unknown | 545 | 5.6% |
| Discharged/transferred to another short term hospital | 202 | 2.1% |
| Discharged/transferred to another rehab fac including rehab units of a hospital | 181 | 1.9% |
| Discharged/transferred to another type of inpatient care institution | 118 | 1.2% |
| Discharged/transferred to ICF | 70 | 0.7% |
| Left AMA | 55 | 0.6% |
| Discharged/transferred to a long term care hospital | 50 | 0.5% |
| Other values (10) | 101 | 1.0% |
Length
| Value | Count | Frequency (%) |
| to | 9024 | |
| home | 8332 | |
| discharged | 5786 | |
| discharged/transferred | 3223 | 8.9% |
| snf | 1342 | 3.7% |
| health | 1245 | 3.5% |
| with | 1244 | 3.5% |
| service | 1244 | 3.5% |
| unknown | 545 | 1.5% |
| another | 502 | 1.4% |
| Other values (47) | 3534 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| Emergency Room | |
|---|---|
| Physician Referral | |
| unknown | |
| Transfer from a hospital | 302 |
| Transfer from another health care facility | 192 |
| Other values (5) | 212 |
Length
| Max length | 46 |
|---|---|
| Median length | 14 |
| Mean length | 15.812255 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Physician Referral |
|---|---|
| 2nd row | Clinic Referral |
| 3rd row | Physician Referral |
| 4th row | Physician Referral |
| 5th row | Emergency Room |
Common Values
| Value | Count | Frequency (%) |
| Emergency Room | 5468 | |
| Physician Referral | 2841 | |
| unknown | 679 | 7.0% |
| Transfer from a hospital | 302 | 3.1% |
| Transfer from another health care facility | 192 | 2.0% |
| Clinic Referral | 114 | 1.2% |
| Transfer from a Skilled Nursing Facility (SNF) | 76 | 0.8% |
| HMO Referral | 19 | 0.2% |
| Transfer from critial access hospital | 2 | < 0.1% |
| Court/Law Enforcement | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| emergency | 5468 | |
| room | 5468 | |
| referral | 2974 | |
| physician | 2841 | |
| unknown | 679 | 3.3% |
| transfer | 572 | 2.8% |
| from | 572 | 2.8% |
| a | 378 | 1.8% |
| hospital | 304 | 1.5% |
| facility | 268 | 1.3% |
| Other values (12) | 943 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
time_in_hospital
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.389725603 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.004512179 |
|---|---|
| Coefficient of variation (CV) | 0.6844419107 |
| Kurtosis | 0.8095413805 |
| Mean | 4.389725603 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.130620534 |
| Sum | 42554 |
| Variance | 9.027093435 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1692 | |
| 2 | 1656 | |
| 1 | 1388 | |
| 4 | 1275 | |
| 5 | 945 | |
| 6 | 720 | |
| 7 | 544 | 5.6% |
| 8 | 421 | 4.3% |
| 9 | 293 | 3.0% |
| 10 | 214 | 2.2% |
| Other values (4) | 546 | 5.6% |
| Value | Count | Frequency (%) |
| 1 | 1388 | |
| 2 | 1656 | |
| 3 | 1692 | |
| 4 | 1275 | |
| 5 | 945 | |
| 6 | 720 | |
| 7 | 544 | 5.6% |
| 8 | 421 | 4.3% |
| 9 | 293 | 3.0% |
| 10 | 214 | 2.2% |
| Value | Count | Frequency (%) |
| 14 | 93 | 1.0% |
| 13 | 128 | 1.3% |
| 12 | 139 | 1.4% |
| 11 | 186 | 1.9% |
| 10 | 214 | 2.2% |
| 9 | 293 | 3.0% |
| 8 | 421 | |
| 7 | 544 | |
| 6 | 720 | |
| 5 | 945 |
payer_code
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| unknown | |
|---|---|
| MC | |
| HM | |
| SP | |
| BC | |
| Other values (12) |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.98215391 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BC |
|---|---|
| 2nd row | unknown |
| 3rd row | BC |
| 4th row | MC |
| 5th row | unknown |
Common Values
| Value | Count | Frequency (%) |
| unknown | 3843 | |
| MC | 3038 | |
| HM | 617 | 6.4% |
| SP | 491 | 5.1% |
| BC | 453 | 4.7% |
| MD | 332 | 3.4% |
| UN | 244 | 2.5% |
| CP | 213 | 2.2% |
| CM | 195 | 2.0% |
| OG | 120 | 1.2% |
| Other values (7) | 148 | 1.5% |
Length
| Value | Count | Frequency (%) |
| unknown | 3843 | |
| mc | 3038 | |
| hm | 617 | 6.4% |
| sp | 491 | 5.1% |
| bc | 453 | 4.7% |
| md | 332 | 3.4% |
| un | 244 | 2.5% |
| cp | 213 | 2.2% |
| cm | 195 | 2.0% |
| og | 120 | 1.2% |
| Other values (7) | 148 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| Others | |
|---|---|
| InternalMedicine | |
| Emergency/Trauma | |
| Family/GeneralPractice | |
| Cardiology | |
| Other values (19) |
Length
| Max length | 22 |
|---|---|
| Median length | 7 |
| Mean length | 10.25562203 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Endocrinology |
|---|---|
| 2nd row | Others |
| 3rd row | Family/GeneralPractice |
| 4th row | Radiology |
| 5th row | Others |
Common Values
| Value | Count | Frequency (%) |
| Others | 4729 | |
| InternalMedicine | 1355 | 14.0% |
| Emergency/Trauma | 759 | 7.8% |
| Family/GeneralPractice | 738 | 7.6% |
| Cardiology | 507 | 5.2% |
| Surgery | 502 | 5.2% |
| Orthopedics | 271 | 2.8% |
| Radiology | 133 | 1.4% |
| Nephrology | 122 | 1.3% |
| Psychiatry | 104 | 1.1% |
| Other values (14) | 474 | 4.9% |
Length
| Value | Count | Frequency (%) |
| others | 4729 | |
| internalmedicine | 1355 | 14.0% |
| emergency/trauma | 759 | 7.8% |
| family/generalpractice | 738 | 7.6% |
| cardiology | 507 | 5.2% |
| surgery | 502 | 5.2% |
| orthopedics | 271 | 2.8% |
| radiology | 133 | 1.4% |
| nephrology | 122 | 1.3% |
| psychiatry | 104 | 1.1% |
| Other values (14) | 474 | 4.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_prosthesis
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True | 95 |
| Value | Count | Frequency (%) |
| False | 9599 | |
| True | 95 | 1.0% |
complete_vaccination_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| complete | |
|---|---|
| incomplete | |
| none | 38 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.304105632 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | complete |
|---|---|
| 2nd row | complete |
| 3rd row | complete |
| 4th row | complete |
| 5th row | complete |
Common Values
| Value | Count | Frequency (%) |
| complete | 8106 | |
| incomplete | 1550 | 16.0% |
| none | 38 | 0.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| complete | 8106 | |
| incomplete | 1550 | 16.0% |
| none | 38 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 105 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 184 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.94090431 |
| Minimum | 1 |
|---|---|
| Maximum | 111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 111 |
| Range | 110 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.86203542 |
|---|---|
| Coefficient of variation (CV) | 0.4625434824 |
| Kurtosis | -0.2834919112 |
| Mean | 42.94090431 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.2405578687 |
| Sum | 408368 |
| Variance | 394.500451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 320 | 3.3% |
| 43 | 255 | 2.6% |
| 42 | 219 | 2.3% |
| 49 | 218 | 2.2% |
| 45 | 217 | 2.2% |
| 44 | 216 | 2.2% |
| 39 | 206 | 2.1% |
| 40 | 206 | 2.1% |
| 46 | 203 | 2.1% |
| 37 | 198 | 2.0% |
| Other values (95) | 7252 |
| Value | Count | Frequency (%) |
| 1 | 320 | |
| 2 | 109 | 1.1% |
| 3 | 56 | 0.6% |
| 4 | 37 | 0.4% |
| 5 | 31 | 0.3% |
| 6 | 34 | 0.4% |
| 7 | 24 | 0.2% |
| 8 | 43 | 0.4% |
| 9 | 85 | 0.9% |
| 10 | 92 | 0.9% |
| Value | Count | Frequency (%) |
| 111 | 1 | < 0.1% |
| 109 | 1 | < 0.1% |
| 107 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 101 | 2 | |
| 100 | 3 | |
| 98 | 1 | < 0.1% |
| 97 | 4 | |
| 96 | 1 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.349391376 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 4385 |
| Zeros (%) | 45.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.703723337 |
|---|---|
| Coefficient of variation (CV) | 1.262586502 |
| Kurtosis | 0.836890554 |
| Mean | 1.349391376 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.307333976 |
| Sum | 13081 |
| Variance | 2.902673208 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4385 | |
| 1 | 2007 | |
| 2 | 1234 | 12.7% |
| 3 | 914 | 9.4% |
| 6 | 461 | 4.8% |
| 4 | 367 | 3.8% |
| 5 | 326 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 4385 | |
| 1 | 2007 | |
| 2 | 1234 | 12.7% |
| 3 | 914 | 9.4% |
| 4 | 367 | 3.8% |
| 5 | 326 | 3.4% |
| 6 | 461 | 4.8% |
| Value | Count | Frequency (%) |
| 6 | 461 | 4.8% |
| 5 | 326 | 3.4% |
| 4 | 367 | 3.8% |
| 3 | 914 | 9.4% |
| 2 | 1234 | 12.7% |
| 1 | 2007 | |
| 0 | 4385 |
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 308 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.0644577 |
| Minimum | 1 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 79 |
| Range | 78 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.277705312 |
|---|---|
| Coefficient of variation (CV) | 0.5152807188 |
| Kurtosis | 3.558316821 |
| Mean | 16.0644577 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.382377006 |
| Sum | 150781 |
| Variance | 68.52040523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 568 | 5.9% |
| 13 | 566 | 5.8% |
| 12 | 557 | 5.7% |
| 11 | 551 | 5.7% |
| 10 | 510 | 5.3% |
| 14 | 502 | 5.2% |
| 16 | 482 | 5.0% |
| 9 | 445 | 4.6% |
| 17 | 445 | 4.6% |
| 18 | 406 | 4.2% |
| Other values (54) | 4354 |
| Value | Count | Frequency (%) |
| 1 | 26 | 0.3% |
| 2 | 51 | 0.5% |
| 3 | 83 | 0.9% |
| 4 | 109 | 1.1% |
| 5 | 174 | 1.8% |
| 6 | 242 | |
| 7 | 355 | |
| 8 | 406 | |
| 9 | 445 | |
| 10 | 510 |
| Value | Count | Frequency (%) |
| 79 | 1 | < 0.1% |
| 66 | 1 | < 0.1% |
| 65 | 1 | < 0.1% |
| 61 | 4 | |
| 60 | 3 | |
| 59 | 3 | |
| 58 | 6 | |
| 57 | 3 | |
| 56 | 4 | |
| 55 | 3 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3634206726 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 8093 |
| Zeros (%) | 83.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.187414181 |
|---|---|
| Coefficient of variation (CV) | 3.267327014 |
| Kurtosis | 70.18884936 |
| Mean | 0.3634206726 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.716536954 |
| Sum | 3523 |
| Variance | 1.409952437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8093 | |
| 1 | 824 | 8.5% |
| 2 | 330 | 3.4% |
| 3 | 212 | 2.2% |
| 4 | 106 | 1.1% |
| 5 | 49 | 0.5% |
| 6 | 30 | 0.3% |
| 8 | 11 | 0.1% |
| 7 | 8 | 0.1% |
| 11 | 5 | 0.1% |
| Other values (9) | 26 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 8093 | |
| 1 | 824 | 8.5% |
| 2 | 330 | 3.4% |
| 3 | 212 | 2.2% |
| 4 | 106 | 1.1% |
| 5 | 49 | 0.5% |
| 6 | 30 | 0.3% |
| 7 | 8 | 0.1% |
| 8 | 11 | 0.1% |
| 9 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 2 | < 0.1% |
| 19 | 1 | < 0.1% |
| 17 | 3 | |
| 16 | 1 | < 0.1% |
| 15 | 4 | |
| 14 | 4 | |
| 13 | 2 | < 0.1% |
| 11 | 5 | |
| 10 | 4 | |
| 9 | 5 |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1893955024 |
| Minimum | 0 |
|---|---|
| Maximum | 63 |
| Zeros | 8613 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.952079387 |
|---|---|
| Coefficient of variation (CV) | 5.026937678 |
| Kurtosis | 1978.568005 |
| Mean | 0.1893955024 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 32.69060597 |
| Sum | 1836 |
| Variance | 0.9064551592 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8613 | |
| 1 | 747 | 7.7% |
| 2 | 195 | 2.0% |
| 3 | 57 | 0.6% |
| 4 | 42 | 0.4% |
| 5 | 8 | 0.1% |
| 7 | 8 | 0.1% |
| 8 | 6 | 0.1% |
| 6 | 6 | 0.1% |
| 10 | 4 | < 0.1% |
| Other values (5) | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8613 | |
| 1 | 747 | 7.7% |
| 2 | 195 | 2.0% |
| 3 | 57 | 0.6% |
| 4 | 42 | 0.4% |
| 5 | 8 | 0.1% |
| 6 | 6 | 0.1% |
| 7 | 8 | 0.1% |
| 8 | 6 | 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 4 | |
| 9 | 2 | < 0.1% |
| 8 | 6 | |
| 7 | 8 | |
| 6 | 6 | |
| 5 | 8 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6262636682 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 6490 |
| Zeros (%) | 66.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.254516375 |
|---|---|
| Coefficient of variation (CV) | 2.00317604 |
| Kurtosis | 21.20301943 |
| Mean | 0.6262636682 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.647348129 |
| Sum | 6071 |
| Variance | 1.573811335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6490 | |
| 1 | 1837 | 18.9% |
| 2 | 694 | 7.2% |
| 3 | 326 | 3.4% |
| 4 | 156 | 1.6% |
| 5 | 85 | 0.9% |
| 6 | 47 | 0.5% |
| 8 | 17 | 0.2% |
| 7 | 16 | 0.2% |
| 10 | 8 | 0.1% |
| Other values (7) | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 6490 | |
| 1 | 1837 | 18.9% |
| 2 | 694 | 7.2% |
| 3 | 326 | 3.4% |
| 4 | 156 | 1.6% |
| 5 | 85 | 0.9% |
| 6 | 47 | 0.5% |
| 7 | 16 | 0.2% |
| 8 | 17 | 0.2% |
| 9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 4 | < 0.1% |
| 10 | 8 | |
| 9 | 6 | 0.1% |
| 8 | 17 | |
| 7 | 16 |
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| diseases of the circulatory system | |
|---|---|
| endocrine, nutritional and metabolic diseases, and immunity disorders | |
| diseases of the respiratory system | |
| diseases of the digestive system | |
| symptoms, signs, and ill-defined conditions | |
| Other values (13) |
Length
| Max length | 69 |
|---|---|
| Median length | 34 |
| Mean length | 37.9945327 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | diseases of the digestive system |
|---|---|
| 2nd row | diseases of the circulatory system |
| 3rd row | diseases of the digestive system |
| 4th row | diseases of the circulatory system |
| 5th row | injury and poisoning |
Common Values
| Value | Count | Frequency (%) |
| diseases of the circulatory system | 2954 | |
| endocrine, nutritional and metabolic diseases, and immunity disorders | 1054 | 10.9% |
| diseases of the respiratory system | 953 | 9.8% |
| diseases of the digestive system | 864 | 8.9% |
| symptoms, signs, and ill-defined conditions | 708 | 7.3% |
| injury and poisoning | 648 | 6.7% |
| diseases of the genitourinary system | 500 | 5.2% |
| diseases of the musculoskeletal system and connective tissue | 489 | 5.0% |
| neoplasms | 333 | 3.4% |
| infectious and parasitic diseases | 264 | 2.7% |
| Other values (8) | 927 | 9.6% |
Length
| Value | Count | Frequency (%) |
| diseases | 7563 | |
| of | 6464 | |
| the | 6297 | |
| system | 5878 | |
| and | 4754 | 9.4% |
| circulatory | 2954 | 5.8% |
| disorders | 1272 | 2.5% |
| nutritional | 1054 | 2.1% |
| metabolic | 1054 | 2.1% |
| immunity | 1054 | 2.1% |
| Other values (33) | 12216 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| diseases of the circulatory system | |
|---|---|
| endocrine, nutritional and metabolic diseases, and immunity disorders | |
| diseases of the respiratory system | |
| diseases of the genitourinary system | |
| symptoms, signs, and ill-defined conditions | |
| Other values (13) |
Length
| Max length | 69 |
|---|---|
| Median length | 34 |
| Mean length | 40.73179286 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | endocrine, nutritional and metabolic diseases, and immunity disorders |
|---|---|
| 2nd row | diseases of the genitourinary system |
| 3rd row | diseases of the genitourinary system |
| 4th row | diseases of the circulatory system |
| 5th row | injury and poisoning |
Common Values
| Value | Count | Frequency (%) |
| diseases of the circulatory system | 2960 | |
| endocrine, nutritional and metabolic diseases, and immunity disorders | 1991 | |
| diseases of the respiratory system | 919 | 9.5% |
| diseases of the genitourinary system | 754 | 7.8% |
| symptoms, signs, and ill-defined conditions | 434 | 4.5% |
| diseases of the digestive system | 369 | 3.8% |
| diseases of the skin and subcutaneous tissue | 323 | 3.3% |
| mental disorders | 282 | 2.9% |
| diseases of the blood and blood-forming organs | 265 | 2.7% |
| external causes of injury | 238 | 2.5% |
| Other values (8) | 1159 | 12.0% |
Length
| Value | Count | Frequency (%) |
| diseases | 8034 | |
| of | 6142 | |
| the | 5904 | |
| and | 5718 | |
| system | 5284 | |
| circulatory | 2960 | 5.6% |
| disorders | 2273 | 4.3% |
| endocrine | 1991 | 3.8% |
| nutritional | 1991 | 3.8% |
| metabolic | 1991 | 3.8% |
| Other values (33) | 10753 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| diseases of the circulatory system | |
|---|---|
| endocrine, nutritional and metabolic diseases, and immunity disorders | |
| diseases of the respiratory system | |
| diseases of the genitourinary system | |
| external causes of injury | |
| Other values (13) |
Length
| Max length | 69 |
|---|---|
| Median length | 34 |
| Mean length | 42.90406437 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | diseases of the circulatory system |
|---|---|
| 2nd row | diseases of the respiratory system |
| 3rd row | diseases of the genitourinary system |
| 4th row | mental disorders |
| 5th row | injury and poisoning |
Common Values
| Value | Count | Frequency (%) |
| diseases of the circulatory system | 2893 | |
| endocrine, nutritional and metabolic diseases, and immunity disorders | 2587 | |
| diseases of the respiratory system | 584 | 6.0% |
| diseases of the genitourinary system | 574 | 5.9% |
| external causes of injury | 496 | 5.1% |
| symptoms, signs, and ill-defined conditions | 403 | 4.2% |
| diseases of the digestive system | 317 | 3.3% |
| mental disorders | 303 | 3.1% |
| diseases of the blood and blood-forming organs | 242 | 2.5% |
| diseases of the skin and subcutaneous tissue | 210 | 2.2% |
| Other values (8) | 1085 | 11.2% |
Length
| Value | Count | Frequency (%) |
| diseases | 7942 | |
| and | 6786 | |
| of | 5708 | |
| the | 5212 | |
| system | 4733 | |
| circulatory | 2893 | 5.3% |
| disorders | 2890 | 5.3% |
| endocrine | 2587 | 4.7% |
| nutritional | 2587 | 4.7% |
| metabolic | 2587 | 4.7% |
| Other values (33) | 11088 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.41252321 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.954272453 |
|---|---|
| Coefficient of variation (CV) | 0.2636446993 |
| Kurtosis | -0.1242502461 |
| Mean | 7.41252321 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.9111943497 |
| Sum | 71857 |
| Variance | 3.819180819 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 4746 | |
| 5 | 1038 | 10.7% |
| 8 | 1013 | 10.4% |
| 6 | 984 | 10.2% |
| 7 | 935 | 9.6% |
| 4 | 542 | 5.6% |
| 3 | 298 | 3.1% |
| 2 | 109 | 1.1% |
| 1 | 22 | 0.2% |
| 16 | 2 | < 0.1% |
| Other values (4) | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 22 | 0.2% |
| 2 | 109 | 1.1% |
| 3 | 298 | 3.1% |
| 4 | 542 | 5.6% |
| 5 | 1038 | 10.7% |
| 6 | 984 | 10.2% |
| 7 | 935 | 9.6% |
| 8 | 1013 | 10.4% |
| 9 | 4746 | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 4746 | |
| 8 | 1013 | 10.4% |
| 7 | 935 | 9.6% |
| 6 | 984 | 10.2% |
| 5 | 1038 | 10.7% |
blood_type
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.9 KiB |
| O+ | |
|---|---|
| A+ | |
| B+ | |
| O- | |
| A- | |
| Other values (3) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.042603672 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A+ |
|---|---|
| 2nd row | O- |
| 3rd row | A+ |
| 4th row | O- |
| 5th row | O+ |
Common Values
| Value | Count | Frequency (%) |
| O+ | 3799 | |
| A+ | 2968 | |
| B+ | 1074 | 11.1% |
| O- | 702 | 7.2% |
| A- | 578 | 6.0% |
| AB+ | 321 | 3.3% |
| B- | 160 | 1.7% |
| AB- | 92 | 0.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| o | 4501 | |
| a | 3546 | |
| b | 1234 | 12.7% |
| ab | 413 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.18680627 |
| Minimum | 10.9 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 75.9 KiB |
Quantile statistics
| Minimum | 10.9 |
|---|---|
| 5-th percentile | 12.6 |
| Q1 | 13.4 |
| median | 14.1 |
| Q3 | 14.9 |
| 95-th percentile | 16 |
| Maximum | 18 |
| Range | 7.1 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.050907971 |
|---|---|
| Coefficient of variation (CV) | 0.07407643069 |
| Kurtosis | -0.4462990845 |
| Mean | 14.18680627 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.189357108 |
| Sum | 137526.9 |
| Variance | 1.104407564 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.6 | 354 | 3.7% |
| 13.8 | 348 | 3.6% |
| 13.5 | 337 | 3.5% |
| 14.5 | 326 | 3.4% |
| 13.7 | 323 | 3.3% |
| 13.4 | 318 | 3.3% |
| 13.9 | 316 | 3.3% |
| 14 | 315 | 3.2% |
| 14.4 | 313 | 3.2% |
| 14.3 | 313 | 3.2% |
| Other values (60) | 6431 |
| Value | Count | Frequency (%) |
| 10.9 | 1 | < 0.1% |
| 11.1 | 1 | < 0.1% |
| 11.2 | 2 | < 0.1% |
| 11.3 | 3 | < 0.1% |
| 11.4 | 2 | < 0.1% |
| 11.5 | 2 | < 0.1% |
| 11.6 | 7 | 0.1% |
| 11.7 | 11 | |
| 11.8 | 13 | |
| 11.9 | 22 |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17.8 | 1 | < 0.1% |
| 17.7 | 2 | < 0.1% |
| 17.6 | 1 | < 0.1% |
| 17.5 | 2 | < 0.1% |
| 17.4 | 3 | < 0.1% |
| 17.3 | 1 | < 0.1% |
| 17.2 | 1 | < 0.1% |
| 17.1 | 8 | |
| 17 | 8 |
blood_transfusion
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 8522 | |
| True | 1172 | 12.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 9186 |
| Missing (%) | 94.8% |
| Memory size | 75.9 KiB |
| 85.0 | |
|---|---|
| 200.0 | |
| 300.0 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.488188976 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 85.0 |
|---|---|
| 2nd row | 85.0 |
| 3rd row | 200.0 |
| 4th row | 300.0 |
| 5th row | 200.0 |
Common Values
| Value | Count | Frequency (%) |
| 85.0 | 260 | 2.7% |
| 200.0 | 147 | 1.5% |
| 300.0 | 101 | 1.0% |
| (Missing) | 9186 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 85.0 | 260 | |
| 200.0 | 147 | |
| 300.0 | 101 | 19.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 8070 |
| Missing (%) | 83.2% |
| Memory size | 75.9 KiB |
| 8.0 | |
|---|---|
| 5.0 | |
| 7.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 8.0 |
|---|---|
| 2nd row | 7.0 |
| 3rd row | 5.0 |
| 4th row | 7.0 |
| 5th row | 8.0 |
Common Values
| Value | Count | Frequency (%) |
| 8.0 | 798 | 8.2% |
| 5.0 | 478 | 4.9% |
| 7.0 | 348 | 3.6% |
| (Missing) | 8070 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 8.0 | 798 | |
| 5.0 | 478 | |
| 7.0 | 348 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
diuretics
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True | 179 |
| Value | Count | Frequency (%) |
| False | 9515 | |
| True | 179 | 1.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 5257 | |
| False | 4437 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5165 | |
| True | 4529 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 7493 | |
| False | 2201 | 22.7% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Unnamed: 0 | admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 100706.0 | 12224646.0 | white | male | 40.0 | NaN | Urgent | Discharged to home | Physician Referral | 3 | BC | Endocrinology | False | complete | 64.0 | 0 | 10.0 | 0 | 0 | 0 | diseases of the digestive system | endocrine, nutritional and metabolic diseases, and immunity disorders | diseases of the circulatory system | 5 | A+ | 14.2 | False | NaN | 8.0 | False | True | False | True | False |
| 1 | 1 | 99518.0 | 1020438.0 | black | male | 60.0 | NaN | Urgent | unknown | Clinic Referral | 2 | unknown | Others | False | complete | 32.0 | 1 | 15.0 | 4 | 0 | 4 | diseases of the circulatory system | diseases of the genitourinary system | diseases of the respiratory system | 9 | O- | 14.1 | False | NaN | NaN | False | True | False | True | False |
| 2 | 2 | 89397.0 | 141934014.0 | black | female | 60.0 | NaN | Elective | Discharged to home | Physician Referral | 5 | BC | Family/GeneralPractice | False | complete | 57.0 | 2 | 30.0 | 0 | 0 | 0 | diseases of the digestive system | diseases of the genitourinary system | diseases of the genitourinary system | 9 | A+ | 13.4 | False | NaN | NaN | False | True | False | True | False |
| 3 | 3 | 89653.0 | 168821964.0 | white | male | 50.0 | NaN | Elective | Discharged to home | Physician Referral | 1 | MC | Radiology | False | complete | 34.0 | 6 | 24.0 | 0 | 0 | 1 | diseases of the circulatory system | diseases of the circulatory system | mental disorders | 9 | O- | 15.3 | False | NaN | NaN | True | True | True | True | False |
| 4 | 4 | 83278.0 | 6485868.0 | hispanic | male | 30.0 | NaN | Emergency | Discharged/transferred to SNF | Emergency Room | 14 | unknown | Others | False | complete | 89.0 | 6 | 48.0 | 0 | 0 | 0 | injury and poisoning | injury and poisoning | injury and poisoning | 9 | O+ | 14.6 | True | NaN | NaN | False | True | True | True | False |
| 5 | 5 | 83713.0 | 123423750.0 | white | male | 40.0 | NaN | Emergency | Discharged/transferred to home with home health service | Emergency Room | 7 | unknown | Others | False | complete | 3.0 | 0 | 11.0 | 0 | 0 | 1 | diseases of the circulatory system | diseases of the circulatory system | diseases of the circulatory system | 9 | A+ | 15.4 | False | NaN | NaN | False | True | True | True | False |
| 6 | 6 | 101072.0 | 114696756.0 | white | male | 60.0 | NaN | Emergency | Discharged to home | Emergency Room | 2 | MC | Others | False | complete | 44.0 | 0 | 17.0 | 0 | 0 | 0 | injury and poisoning | unknown | diseases of the circulatory system | 9 | A+ | 14.8 | False | NaN | NaN | False | True | True | True | True |
| 7 | 7 | 90645.0 | 11351394.0 | white | female | 60.0 | NaN | Elective | Discharged/transferred to SNF | Physician Referral | 3 | unknown | Orthopedics | False | complete | 26.0 | 1 | 32.0 | 0 | 0 | 1 | diseases of the musculoskeletal system and connective tissue | endocrine, nutritional and metabolic diseases, and immunity disorders | diseases of the circulatory system | 9 | A+ | 14.2 | False | NaN | NaN | False | True | False | True | False |
| 8 | 8 | 97867.0 | 141851502.0 | white | male | 80.0 | NaN | unknown | Discharged/transferred to SNF | Emergency Room | 4 | unknown | InternalMedicine | False | complete | 41.0 | 0 | 8.0 | 0 | 0 | 0 | injury and poisoning | injury and poisoning | external causes of injury | 6 | O+ | 18.0 | False | 85.0 | NaN | False | True | False | True | False |
| 9 | 9 | 89885.0 | 140092992.0 | white | male | 70.0 | NaN | Emergency | Discharged to home | Emergency Room | 3 | unknown | Others | False | complete | 44.0 | 0 | 13.0 | 0 | 0 | 0 | diseases of the circulatory system | endocrine, nutritional and metabolic diseases, and immunity disorders | diseases of the circulatory system | 9 | O+ | 15.6 | False | NaN | 7.0 | False | True | True | True | False |
Last rows
| Unnamed: 0 | admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9684 | 9684 | 81825.0 | 165320082.0 | white | female | 70.0 | NaN | Emergency | Discharged to home | Emergency Room | 2 | MC | InternalMedicine | False | complete | 60.0 | 0 | 11.0 | 0 | 0 | 0 | endocrine, nutritional and metabolic diseases, and immunity disorders | diseases of the respiratory system | diseases of the genitourinary system | 9 | O+ | 14.0 | False | NaN | NaN | False | False | False | True | False |
| 9685 | 9685 | 96103.0 | 84284514.0 | white | male | 70.0 | NaN | Emergency | Discharged/transferred to SNF | Emergency Room | 3 | MC | Others | False | complete | 53.0 | 0 | 18.0 | 0 | 0 | 1 | diseases of the circulatory system | endocrine, nutritional and metabolic diseases, and immunity disorders | endocrine, nutritional and metabolic diseases, and immunity disorders | 9 | O+ | 17.4 | False | NaN | 8.0 | False | True | True | True | False |
| 9686 | 9686 | 96970.0 | 87469974.0 | white | female | 60.0 | NaN | Elective | Discharged to home | Physician Referral | 7 | MC | Others | False | complete | 21.0 | 4 | 11.0 | 0 | 0 | 0 | neoplasms | diseases of the circulatory system | endocrine, nutritional and metabolic diseases, and immunity disorders | 4 | O+ | 13.0 | False | NaN | NaN | False | True | True | True | False |
| 9687 | 9687 | 99920.0 | 82030878.0 | white | male | 60.0 | NaN | Emergency | Discharged to home | Emergency Room | 2 | SP | Others | False | complete | 37.0 | 1 | 8.0 | 0 | 0 | 1 | diseases of the digestive system | diseases of the blood and blood-forming organs | infectious and parasitic diseases | 7 | A- | 15.1 | False | NaN | NaN | False | False | False | False | False |
| 9688 | 9688 | 88037.0 | 12464442.0 | unknown | male | 70.0 | NaN | Urgent | Discharged to home | unknown | 2 | MC | InternalMedicine | False | complete | 41.0 | 0 | 15.0 | 0 | 0 | 0 | diseases of the circulatory system | endocrine, nutritional and metabolic diseases, and immunity disorders | diseases of the circulatory system | 5 | A+ | 14.0 | False | NaN | NaN | False | True | True | True | False |
| 9689 | 9689 | 91851.0 | 17594028.0 | white | female | 70.0 | NaN | Emergency | unknown | Emergency Room | 3 | unknown | Family/GeneralPractice | False | incomplete | 52.0 | 0 | 7.0 | 0 | 0 | 0 | diseases of the digestive system | diseases of the circulatory system | external causes of injury | 9 | A+ | 13.0 | False | NaN | NaN | False | False | False | False | False |
| 9690 | 9690 | 84067.0 | 46722582.0 | white | male | 80.0 | NaN | unknown | unknown | unknown | 7 | unknown | Family/GeneralPractice | False | complete | 25.0 | 0 | 15.0 | 2 | 0 | 2 | injury and poisoning | diseases of the circulatory system | diseases of the respiratory system | 9 | B+ | 15.2 | False | 85.0 | NaN | False | False | False | True | False |
| 9691 | 9691 | 85961.0 | 83528442.0 | white | male | 70.0 | NaN | unknown | Discharged to home | Physician Referral | 3 | MC | Family/GeneralPractice | False | incomplete | 45.0 | 0 | 7.0 | 0 | 0 | 0 | diseases of the circulatory system | diseases of the circulatory system | diseases of the circulatory system | 5 | O- | 14.9 | False | NaN | NaN | False | False | False | True | False |
| 9692 | 9692 | 89365.0 | 119906946.0 | white | male | 80.0 | NaN | Emergency | Discharged to home | Emergency Room | 1 | MC | Others | False | incomplete | 3.0 | 0 | NaN | 0 | 0 | 0 | diseases of the circulatory system | diseases of the circulatory system | diseases of the circulatory system | 9 | O+ | 14.5 | False | NaN | NaN | False | True | True | True | False |
| 9693 | 9693 | 82858.0 | 103427046.0 | hispanic | female | 60.0 | NaN | Emergency | Discharged to home | Physician Referral | 2 | unknown | InternalMedicine | False | complete | 44.0 | 0 | 8.0 | 0 | 0 | 1 | diseases of the circulatory system | symptoms, signs, and ill-defined conditions | external causes of injury | 6 | B+ | 13.5 | False | NaN | 5.0 | False | False | False | False | True |